{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\niubi\\Anaconda3\\lib\\site-packages\\h5py\\__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  from ._conv import register_converters as _register_converters\n",
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "# -*- coding: utf-8 -*-\n",
    "# Step 1: Import the packages\n",
    "from keras.models import model_from_json\n",
    "import cv2\n",
    "import numpy as np\n",
    "\n",
    "# Step 2: Load the Model from Json File\n",
    "json_file = open('./model.json', 'r')\n",
    "loaded_model_json = json_file.read()\n",
    "json_file.close()\n",
    "loaded_model = model_from_json(loaded_model_json)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded model from disk\n"
     ]
    }
   ],
   "source": [
    "# Step 3: Load the weights\n",
    "loaded_model.load_weights(\"./model_test.h5\")\n",
    "print(\"Loaded model from disk\")\n",
    "\n",
    "# Step 4: Compile the model\n",
    "loaded_model.compile(optimizer = 'adam', loss = 'binary_crossentropy', metrics = ['accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Step 5: load the image you want to test\n",
    "from matplotlib import pyplot as plt\n",
    "from matplotlib.image import imread\n",
    "a = [i for i in range(1,10)]\n",
    "fig = plt.figure(figsize=(10,10))\n",
    "for i in a:\n",
    "    img_name = str(i)+'.jpg'\n",
    "    img_ori = load_img(img_name, target_size=(50, 50))\n",
    "    img = img_to_array(img_ori)\n",
    "    img = img.astype('float32')/255\n",
    "    img = img.reshape(1,50,50,3)\n",
    "    result = loaded_model.predict_classes(img)\n",
    "    \n",
    "    plt.subplot(3,3,i)\n",
    "    plt.imshow(img_ori)\n",
    "    plt.title('dog' if result[0][0] == 1 else 'cat')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
